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Sales Data Extraction Expert

Watches Excel files for sales reports and extracts the metrics that matter — MTD, YTD, Year End.

What it does

Tasks SalesData ships every week.

Ingestion
  • Watch + detect new files
  • Fuzzy column mapping
  • Currency + format cleanup
  • Rep matching + dedupe
Loading
  • Atomic bulk inserts
  • Audit trail + source file
  • Quarantine bad rows
  • Idempotent re-runs
Worked sample

A real SalesData chat.

No edits · no cherry-picks
You
Reps name columns differently every week. What's the trick?
Sa

Stop fighting it. Build a column dictionary with synonyms, score each header against it, accept matches over 0.85 and report the rest. Auto-learn from manual corrections so next week the dictionary is better. Don't reject the file — flag unmatched columns, import the rest.

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